Analysis of Characteristics of International Trade Network Based on PageRank Algorithm

Zhong Chen
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Abstract

With the development of the Internet, the international trade system has the characteristics of complexity. According to the idea of complex networks, we regard international trade as a complex network: countries are the key points of international trade networks, trade links between countries are links in the network, and trade flows are used to assign weights to links. Therefore, how to apply accurate algorithms to analyze the characteristics of the international trade network has become an important subject of our research. In-depth study of the characteristics of the international trade network and the simplification of the network are of very important significance. This article introduces the overview of the international trade network and the PageRank algorithm in detail through a large number of literature readings and questionnaire surveys, and proposes an improved algorithm for PageRank. Through an in-depth study of the PageRank algorithm knowledge of international trade students from a university and technical personnel and management personnel of a foreign trade company, the improved PageRank algorithm simulates the information diffusion process in the network and uses all data points to spread to the network. Each node receives information from other nodes as the basis for merging between communities, and introduces modularity as the basis for merging between communities to evaluate the pros and cons of community division. Finally, the test results of the network algorithm show that the improved algorithm can achieve excellent performance quality on the international trade network.
基于PageRank算法的国际贸易网络特征分析
随着互联网的发展,国际贸易体系呈现出复杂性的特点。根据复杂网络的思想,我们把国际贸易看作是一个复杂的网络:国家是国际贸易网络的关键点,国家之间的贸易联系是网络中的环节,贸易流量是用来赋予环节权重的。因此,如何运用准确的算法来分析国际贸易网络的特征成为我们研究的一个重要课题。深入研究国际贸易网络的特点,对网络的简化具有十分重要的意义。本文通过大量的文献阅读和问卷调查,详细介绍了国际贸易网络的概况和PageRank算法,并提出了一种改进的PageRank算法。通过对某高校国际贸易专业学生和某外贸公司技术人员、管理人员的PageRank算法知识的深入研究,改进后的PageRank算法模拟了信息在网络中的扩散过程,利用所有数据点向网络中传播。每个节点接收来自其他节点的信息作为社团间合并的基础,并引入模块化作为社团间合并的基础,以评估社团划分的利弊。最后,网络算法的测试结果表明,改进后的算法在国际贸易网络上能够取得优异的性能质量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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